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\u5982\u679c\u8bf4\u6301\u7eed\u7684\u5f00\u6e90\u5c55\u73b0\u4e86\u9762\u58c1\u667a\u80fd\u7684\u683c\u5c40\uff0c\u90a3\u4e48\u8fd9\u6b21\u5f00\u6e90\u5468\u7684\u4e94\u9879\u53d1\u5e03\uff0c\u5219\u63ed\u79d8\u4e86\u5176\u5728\u7aef\u4fa7 AI \u8d5b\u9053\u4e0a\u6df1\u4e0d\u53ef\u6d4b\u7684\u300c\u5185\u529f\u300d\u3002\u5b83\u8ba9\u6211\u4eec\u770b\u5230\uff0c\u8fd9\u662f\u4e00\u5bb6\u5177\u5907\u7cfb\u7edf\u6027 AGI \u7814\u53d1\u80fd\u529b\u3001\u6050\u6016\u7684\u5de5\u7a0b\u5316\u6548\u7387\u548c\u6781\u81f4\u6280\u672f\u81ea\u4fe1\u7684\u5927\u6a21\u578b\u516c\u53f8\u3002<\/p>\n

ForgeTrain \u7684\u51fa\u73b0\uff0c\u662f\u5176\u5de5\u7a0b\u5316\u80fd\u529b\u7684\u6700\u4f73\u4f53\u73b0\u3002\u4e00\u4e2a\u5b8c\u5168\u7531AI\u7f16\u5199\u3001\u96f6\u4eba\u7c7b\u4ee3\u7801\u4ecb\u5165\u7684\u751f\u4ea7\u7ea7\u8bad\u7ec3\u6846\u67b6\uff0c\u6027\u80fd\u53cd\u8d85\u82f1\u4f1f\u8fbe\u5b98\u65b9\u6846\u67b6\uff0c\u8bad\u7ec3\u901f\u5ea6\u6bd4 Megatron \u5feb 10%\u2014\u2014\u8fd9\u672c\u8eab\u5c31\u5df2\u662f\u884c\u4e1a\u5947\u8ff9\u3002\u5b83\u6807\u5fd7\u7740\u9762\u58c1\u667a\u80fd\u7684\u7814\u53d1\u6a21\u5f0f\uff0c\u5df2\u7ecf\u8fdb\u5165\u4e86\u300cAI \u5236\u9020 AI\u300d\u7684 L3+ \u9636\u6bb5\uff0c\u7814\u53d1\u6548\u7387\u5b9e\u73b0\u4e86\u6307\u6570\u7ea7\u8dc3\u8fc1\u3002<\/p>\n

\u800c\u4e94\u9879\u6210\u679c\u6784\u6210\u7684\u5168\u6808\u95ed\u73af\uff0c\u5219\u8bc1\u660e\u4e86\u5176\u7cfb\u7edf\u6027\u7684\u7814\u53d1\u80fd\u529b\u3002<\/p>\n

\u4ece\u6700\u5e95\u5c42\u7684 Infra \u521b\u65b0\uff08BMTrain\u3001BitCPM\uff09\uff0c\u5230\u6570\u636e\u6cbb\u7406\uff08UltraData\uff09\uff0c\u518d\u5230\u6a21\u578b\u7b97\u6cd5\uff08MiniCPM\u3001VoxCPM\uff09\u548c\u4e0a\u5c42\u5e94\u7528\uff08PilotDeck\u3001\u677e\u679c\u6d3e\u3001\u6cd5\u5f8b\u5927\u6a21\u578b\u3001\u667a\u80fd\u5ea7\u8231\u7b49\uff09\uff0c\u9762\u58c1\u667a\u80fd\u7684\u5e03\u5c40\u5e76\u975e\u5355\u70b9\u7a81\u7834\uff0c\u800c\u662f\u56f4\u7ed5\u300c\u7aef\u4fa7\u300d\u8fd9\u4e00\u6838\u5fc3\u76ee\u6807\uff0c\u8fdb\u884c\u7684\u524d\u77bb\u6027\u3001\u4f53\u7cfb\u5316\u6784\u5efa\u3002<\/p>\n

\u8fd9\u4e00\u5207\uff0c\u90fd\u6e90\u4e8e\u4e00\u79cd\u6781\u81f4\u7684\u6280\u672f\u81ea\u4fe1\u3002\u4ed6\u4eec\u81ea\u4fe1\u5373\u4fbf\u516c\u5f00\u4e86\u65b9\u6cd5\u8bba\uff0c\u5176\u4f53\u7cfb\u5316\u7684\u9886\u5148\u4f18\u52bf\u4e5f\u96be\u4ee5\u88ab\u5feb\u901f\u590d\u5236\u3002\u56e0\u4e3a\u7aef\u4fa7 AI \u8d5b\u9053\uff0c\u4ece\u6765\u90fd\u4e0d\u662f\u4e00\u4e2a\u53ef\u4ee5\u300c\u5927\u529b\u51fa\u5947\u8ff9\u300d\u7684\u8d5b\u9053\u3002<\/p>\n

\u4e91\u7aef\u5927\u6a21\u578b\u7684\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u300c\u89c4\u6a21\u300d\u2014\u2014\u66f4\u591a\u7684\u5361\u3001\u66f4\u591a\u7684\u6570\u636e\u3002\u800c\u7aef\u4fa7\u5927\u6a21\u578b\u7684\u58c1\u5792\u5219\u5728\u4e8e\u300c\u7cfb\u7edf\u6027\u534f\u540c\u300d\u7684\u590d\u6742\u5ea6\u3002\u5b83\u8981\u6c42\u5728\u7b97\u6cd5\u3001\u8f6f\u4ef6\u3001\u786c\u4ef6\u3001\u6570\u636e\u4e4b\u95f4\u627e\u5230\u4e00\u4e2a\u6781\u81f4\u7cbe\u5999\u7684\u5e73\u8861\u70b9\u3002\u8fd9\u9700\u8981\u5bf9\u6a21\u578b\u538b\u7f29\uff08\u5982 BitCPM-CANN \u76841.58-bit QAT\uff09\u3001\u9ad8\u5bc6\u5ea6\u6570\u636e\u6cbb\u7406\uff08\u5982 UltraData\uff09\u3001\u8f6f\u786c\u534f\u540c\uff08\u9002\u914d\u56fd\u4ea7\u7b97\u529b\uff09\u3001\u9ad8\u6548\u63a8\u7406\u6846\u67b6\uff08CPM.cu\uff09\u3001\u524d\u6cbf\u667a\u80fd\u4f53\uff08PilotDeck\uff09\u7b49\u591a\u4e2a\u9886\u57df\u90fd\u6709\u4e16\u754c\u7ea7\u7684\u8ba4\u77e5\u548c\u79ef\u7d2f\u3002<\/p>\n

\u8fd9\u662f\u4e00\u4e2a\u300c\u7cbe\u5de5\u7ec6\u4f5c\u300d\u7684\u9886\u57df\u3002\u5355\u70b9\u80fd\u529b\u7684\u7a81\u51fa\uff0c\u8fdc\u4e0d\u5982\u5168\u94fe\u8def\u7684\u534f\u540c\u4f18\u5316\u6765\u5f97\u91cd\u8981\u2014\u2014\u8fd9\u9053\u7cfb\u7edf\u6027\u7684\u95e8\u69db\uff0c\u662f\u7aef\u4fa7AI\u8d5b\u9053\u96be\u4ee5\u88ab\u8f7b\u6613\u8d85\u8d8a\u7684\u771f\u6b63\u539f\u56e0\u3002<\/p>\n

\u800c\u5728\u8fd9\u6761\u8270\u96be\u7684\u9053\u8def\u4e0a\uff0c\u9762\u58c1\u667a\u80fd\u5df2\u7ecf\u62e5\u6709\u4e86\u96be\u4ee5\u903e\u8d8a\u7684\u5148\u53d1\u4f18\u52bf\u3002<\/p>\n

\u9762\u58c1\u667a\u80fd\u7684\u6307\u9488\uff0c\u65e9\u5728 2024 \u5e74\u5c31\u5df2\u62e8\u5411\u7aef\u4fa7\u3002\u5f53\u5176\u4ed6\u884c\u4e1a\u73a9\u5bb6\u57282026\u5e74\u624d\u7eb7\u7eb7\u5ba3\u5e03\u300c\u8fdb\u519b\u7aef\u4fa7AI\u300d\u65f6\uff0c\u9762\u58c1\u667a\u80fd\u5df2\u7ecf\u5728\u8fd9\u6761\u8346\u68d8\u4e1b\u751f\u7684\u8def\u4e0a\uff0c\u5b64\u72ec\u5954\u8dd1\u4e86\u6574\u6574\u4e24\u5e74\u3002<\/p>\n

\u8fd9\u4e24\u5e74\u7684\u65f6\u95f4\u5dee\uff0c\u4e0d\u662f\u7b80\u5355\u7684\u6a21\u578b\u8fed\u4ee3\uff0c\u800c\u662f\u5bf9\u6574\u4e2a\u7aef\u4fa7\u6280\u672f\u6808\u7684\u53cd\u590d\u6253\u78e8\u3001\u9a8c\u8bc1\u4e0e\u4f18\u5316\uff0c\u662f\u8ba4\u77e5\u4e0e\u5de5\u7a0b\u7ecf\u9a8c\u4e0a\u7684\u5de8\u5927\u9e3f\u6c9f\u3002<\/p>\n

\u8fd9\u79cd\u9886\u5148\uff0c\u6700\u76f4\u89c2\u5730\u4f53\u73b0\u5728 MiniCPM5-1B \u7684\u60ca\u4eba\u8868\u73b0\u4e0a\u3002\u6839\u636e\u516c\u5f00\u8bc4\u6d4b\uff0c\u5176\u80fd\u529b\u5728\u90e8\u5206\u4efb\u52a1\u4e0a\u5df2\u7ecf\u8d85\u8d8a\u4e86 GPT-4o \u7684\u67d0\u4e9b\u7248\u672c\u3002\u8fd9\u4e00\u4e8b\u5b9e\uff0c\u4e0d\u518d\u662f\u7406\u8bba\u63a8\u6f14\uff0c\u800c\u662f\u5bf9\u300c\u5bc6\u5ea6\u5b9a\u5f8b\u300d\u7684\u5f3a\u529b\u5b9e\u8bc1\uff1a\u7aef\u4fa7\u6a21\u578b\u6b63\u5728\u4ee5\u60ca\u4eba\u7684\u901f\u5ea6\uff0c\u9010\u6b65\u300c\u541e\u566c\u300d\u539f\u672c\u5c5e\u4e8e\u4e91\u7aef\u6a21\u578b\u7684\u4e13\u5c5e\u80fd\u529b\u9886\u5730\u3002<\/p>\n

\u56fe\u6ce8\uff1a2024 \u5e74 12 \u6708\uff0c\u9762\u58c1\u667a\u80fd\u5c31\u5df2\u9884\u6d4b 2026 \u5e74\u7aef\u4fa7\u6a21\u578b\u53ef\u5b9e\u73b0 GPT-4o \u7684\u6027\u80fd\u6548\u679c<\/p>\n

\u56fe\u6ce8\uff1a2026 \u5e74 5 \u6708\uff0c\u9762\u58c1\u667a\u80fd\u65b0\u4e00\u4ee3\u300c\u5c0f\u94a2\u70ae\u300dMiniCPM5-1B \u7684\u6027\u80fd\u5c31\u5df2\u8d85\u8d8a GPT-4o \u7684\u90e8\u5206\u7248\u672c\u80fd\u529b<\/p>\n

\u5982\u679c\u8fd9\u4e00\u8d8b\u52bf\u6301\u7eed\uff0c\u6574\u4e2a AI \u884c\u4e1a\u7684\u5e95\u5c42\u903b\u8f91\u5c06\u88ab\u5f7b\u5e95\u6539\u5199\uff1a<\/p>\n

\u25cf\u4ef7\u503c\u94fe\u7684\u91cd\u6784<\/p>\n

AI \u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5c06\u4ece\u63d0\u4f9b\u4e91\u7aef API \u7684\u516c\u53f8\uff08\u5982 OpenAI\u3001Google\uff09\uff0c\u5927\u89c4\u6a21\u5730\u8f6c\u79fb\u5230\u63a7\u5236\u7ec8\u7aef\u7684\u786c\u4ef6\u5382\u5546\uff08\u5982\u82f9\u679c\u3001\u9ad8\u901a\u3001\u8054\u60f3\uff09\u548c\u638c\u63e1\u7aef\u4fa7 AI\u300c\u64cd\u4f5c\u7cfb\u7edf\u300d\u7684\u516c\u53f8\u3002\u5c4a\u65f6\uff0c\u8c01\u80fd\u63d0\u4f9b\u6700\u9ad8\u6548\u3001\u6700\u666e\u9002\u7684\u7aef\u4fa7 AI \u89e3\u51b3\u65b9\u6848\uff0c\u8c01\u5c31\u638c\u63e1\u4e86\u4e0b\u4e00\u4ee3\u8ba1\u7b97\u5e73\u53f0\u7684\u300c\u7075\u9b42\u300d\u3002<\/p>\n

\u25cf\u5e94\u7528\u8303\u5f0f\u7684\u9769\u547d<\/p>\n

\u300c\u79bb\u7ebf\u53ef\u7528\u300d\u3001\u300c\u96f6\u5ef6\u8fdf\u300d\u3001\u300c\u7edd\u5bf9\u9690\u79c1\u300d\u5c06\u4e0d\u518d\u662f\u5962\u4f88\u54c1\uff0c\u800c\u662f AI \u5e94\u7528\u7684\u57fa\u7840\u6807\u914d\u3002\u80fd\u591f\u5e38\u9a7b\u5728\u4e2a\u4eba\u8bbe\u5907\u4e2d\u7684\u667a\u80fd\u4f53\uff0c\u5c06\u91cd\u5851\u6211\u4eec\u4e0e\u6570\u5b57\u4e16\u754c\u4ea4\u4e92\u7684\u6bcf\u4e00\u4e2a\u73af\u8282\uff0c\u771f\u6b63\u7684\u300c\u6570\u5b57\u4f34\u4fa3\u300d\u5c06\u6210\u4e3a\u73b0\u5b9e\u3002<\/p>\n

\u25cf\u5546\u4e1a\u6a21\u5f0f\u7684\u98a0\u8986\uff1a<\/p>\n

\u6309 Token \u8ba1\u8d39\u7684\u6a21\u5f0f\u5c06\u88ab\u524a\u5f31\uff0c\u53d6\u800c\u4ee3\u4e4b\u7684\uff0c\u53ef\u80fd\u662f\u7c7b\u4f3c\u4f20\u7edf\u8f6f\u4ef6\u7684\u6388\u6743\u8d39\uff0c\u6216\u662f\u4e0e\u786c\u4ef6\u7ed1\u5b9a\u7684\u300c\u4e00\u6b21\u6027\u4e70\u65ad\u300d\u3002\u8fd9\u5c06\u6781\u5927\u5730\u964d\u4f4e\u666e\u901a\u7528\u6237\u4f7f\u7528\u5148\u8fdb AI \u7684\u95e8\u69db\uff0c\u5f15\u7206\u771f\u6b63\u7684 C \u7aef\u5e94\u7528\u5927\u7206\u70b8\u3002<\/p>\n

\u8fd9\u4e0d\u4ec5\u662f\u4e00\u573a\u6280\u672f\u8def\u7ebf\u7684\u6f14\u8fdb\uff0c\u66f4\u662f\u4e00\u573a\u6743\u529b\u4e0e\u4ef7\u503c\u7684\u8fc1\u79fb\u3002\u800c\u5728\u8fd9\u573a\u5373\u5c06\u5230\u6765\u7684\u5730\u58f3\u8fd0\u52a8\u4e2d\uff0c\u5df2\u7ecf\u9886\u5148\u4e24\u5e74\u7684\u9762\u58c1\u667a\u80fd\uff0c\u65e0\u7591\u5360\u636e\u4e86\u6700\u6709\u5229\u7684\u6218\u7565\u4f4d\u7f6e\u3002<\/p>\n

\u4e24\u79cd\u300c\u6781\u81f4\u300d\uff0c\u4e00\u6761\u66f4\u5149\u660e\u7684\u8def<\/p>\n

\u5f53\u6211\u4eec\u5c06\u9762\u58c1\u667a\u80fd\u7684\u5f00\u6e90\u5468\u4e0e DeepSeek \u7684\u5f00\u6e90\u5468\u5e76\u7f6e\u5bf9\u6bd4\u65f6\uff0c\u4e00\u5e45\u63cf\u7ed8\u4e2d\u56fd\u5927\u6a21\u578b\u53d1\u5c55\u53cc\u96c4\u5e76\u7acb\u3001\u4e24\u79cd\u6280\u672f\u54f2\u5b66\u4ea4\u76f8\u8f89\u6620\u7684\u753b\u5377\uff0c\u4fbf\u6e05\u6670\u5730\u5c55\u73b0\u5728\u6211\u4eec\u9762\u524d\u3002<\/p>\n

DeepSeek \u7684\u5f00\u6e90\u5468\uff0c\u5c55\u73b0\u7684\u662f\u4e00\u79cd\u6781\u81f4\u7684\u529b\u91cf\u3002\u5b83\u4ee5\u5f00\u6e90\u591a\u4e2a\u5f3a\u5927\u57fa\u5ea7\u6a21\u578b\u7684\u65b9\u5f0f\uff0c\u5411\u4e16\u754c\u5ba3\u544a\u4e2d\u56fd\u5728\u4e91\u7aef\u5927\u6a21\u578b\u7814\u53d1\u4e0a\u6240\u80fd\u8fbe\u5230\u7684\u6050\u6016\u9ad8\u5ea6\u3002\u5b83\u56de\u7b54\u7684\u95ee\u9898\u662f\uff1a\u300c\u5728\u5c3d\u53ef\u80fd\u4f4e\u7684\u6210\u672c\u4e0b\uff0c\u4e00\u4e2a\u6a21\u578b\u7684\u80fd\u529b\u6781\u9650\uff0c\u53ef\u4ee5\u6709\u591a\u9ad8\uff1f\u300d \u8fd9\u662f\u4e00\u79cd\u5411\u4e0a\u63a2\u7d22\u5929\u7a7a\u7684\u300c\u6548\u7387\u7f8e\u5b66\u300d\u3002<\/p>\n

\u540c\u6837\uff0c\u9762\u58c1\u667a\u80fd\u7684\u5f00\u6e90\u5468\uff0c\u5c55\u73b0\u7684\u4e5f\u662f\u4e00\u79cd\u6781\u81f4\u7684\u6548\u7387\u4e0e\u666e\u53ca\u3002\u5b83\u4ee5\u5f00\u6e90\u4e00\u6574\u5957\u7aef\u4fa7\u6280\u672f\u6808\u7684\u65b9\u5f0f\uff0c\u5411\u4e16\u754c\u5c55\u793a\u4e86\u5982\u4f55\u5c06\u5f3a\u5927\u7684 AI \u80fd\u529b\uff0c\u4ee5\u6700\u4f4e\u7684\u95e8\u69db\u3001\u6700\u9ad8\u7684\u5bc6\u5ea6\uff0c\u90e8\u7f72\u5230\u6bcf\u4e00\u4e2a\u7ec8\u7aef\u3002\u5b83\u56de\u7b54\u7684\u95ee\u9898\u662f\uff1a\u300c\u5f3a\u5927\u7684 AI\uff0c\u5982\u4f55\u624d\u80fd\u88ab\u6bcf\u4e00\u4e2a\u4eba\u771f\u6b63\u62e5\u6709\u548c\u4f7f\u7528\uff1f\u300d \u8fd9\u662f\u4e00\u79cd\u5411\u4e0b\u624e\u6839\u5927\u5730\u7684\u300c\u7cbe\u5de5\u5de7\u601d\u300d\u3002<\/p>\n

\u5982\u679c\u8bf4DeepSeek\u4ee3\u8868\u4e86\u4e2d\u56fdAI\u5728\u300c\u4e91\u300d\u7aef\u7684\u5ce5\u5d58\uff0c\u90a3\u4e48\u9762\u58c1\u667a\u80fd\u5219\u625b\u8d77\u4e86\u4e2d\u56fdAI\u5728\u300c\u7aef\u300d\u4fa7\u7684\u65d7\u5e1c\u3002\u5b83\u4eec\u5171\u540c\u6784\u6210\u4e86\u4e2d\u56fd\u5728 AGI \u65f6\u4ee3\u4ee5\u6548\u7387\u4e0e\u6027\u80fd\u7684\u6781\u81f4\u5e73\u8861\u6bd4\u53c2\u4e0e\u5168\u7403\u7ade\u4e89\u7684\u4e00\u4f53\u4e24\u9762\u3002<\/p>\n

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